# OmniConfess: Eliciting Token Confessions to Mitigate Omni-Modal Hallucination

> Source: <https://aiflash.com/news/131764/>
> Published: 2026-10-06 05:00:13+00:00

Omni-modal large language models (OmniLLMs) unify text, images, audio, and video, yet hallucinate when generation relies on the wrong evidence. Existing inference-time methods can reduce hallucinations, but rarely reveal which evidence sustains a generated commitment. We introduce OmniConfess, a tra